Machine Learning Assisted Cell Association for Two-Tier Communication Networks

被引:0
|
作者
Ucas, Hasan Riza [1 ]
Yuksekkaya, Baris [1 ]
机构
[1] Hacettepe Univ, Elekt & Elekt Muhendisligi Bolumu, Ankara, Turkey
关键词
neural networks; 5G; ultra dense heteregenous networks; user-cell association; 5G;
D O I
10.1109/SIU53274.2021.9477802
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With the widespread use of fifth generation (5G) mobile communication networks, a much faster increase is expected in the already intense data traffic. This increasing need for traffic will bring along some problems. Ultra dense heterogeneous networks are seen as a solution for 5G communication system requirements and are expected to form the basis of these networks. In this study, a new optimization problem is proposed to associate users with cells in ultra dense heterogeneous networks, and the problem is solved with the help of our own neural network After the users were associated with the cells, the accuracy and speed performance of the proposed method were compared with brute force solution.
引用
收藏
页数:4
相关论文
共 50 条
  • [1] Energy Efficient Cell Association in Two-tier Cellular Networks
    Baqer, Ismail Sh.
    2018 INTERNATIONAL CONFERENCE ON ADVANCE IN SUSTAINABLE ENGINEERING AND ITS APPLICATION (ICASEA), 2018, : 79 - 84
  • [2] Access Control and Cell Association in Two-Tier Femtocell Networks
    Cheung, Wang Chi
    Quek, Tony Q. S.
    Kountouris, Marios
    2012 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2012,
  • [3] SUSTAINABLE COMMUNICATION AND NETWORKING IN TWO-TIER GREEN CELLULAR NETWORKS
    Zheng, Zhongming
    Zhang, Xiaoxia
    Cai, Lin X.
    Zhang, Ran
    Shen, Xuemin
    IEEE WIRELESS COMMUNICATIONS, 2014, 21 (04) : 47 - 53
  • [4] Chumcast in two-tier networks
    Kang, SS
    Mutka, MW
    INFORMATION NETWORKING: NETWORKING TECHNOLOGIES FOR BROADBAND AND MOBILE NETWORKS, 2004, 3090 : 124 - 133
  • [5] Connectivity of Two-Tier Networks
    Zhou, Qing
    Gao, Long
    Cui, Shuguang
    2010 IEEE GLOBECOM WORKSHOPS, 2010, : 368 - 372
  • [6] Cell selection strategy for two-tier cellular networks
    Chung, W
    ICWN '05: PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON WIRELESS NETWORKS, 2005, : 655 - 658
  • [7] Cell Identifier Assignment in Two-tier Femtocell Networks
    Oppolzer, Jan
    Bestak, Robert
    2013 IEEE 77TH VEHICULAR TECHNOLOGY CONFERENCE (VTC SPRING), 2013,
  • [8] Best Association of Macro User in Two-Tier Cellular Networks
    Rouam, Imane
    Ibrahimi, Khalil
    Jouhari, Mohammed
    2017 INTERNATIONAL CONFERENCE ON WIRELESS NETWORKS AND MOBILE COMMUNICATIONS (WINCOM), 2017, : 79 - 84
  • [9] A two-tier machine learning-based handover management scheme for intelligent vehicular networks
    Aljeri, Noura
    Boukerche, Azzedine
    AD HOC NETWORKS, 2019, 94
  • [10] Learning Coarse Correlated Equilibria in Two-Tier Wireless Networks
    Bennis, M.
    Perlaza, S. M.
    Debbah, M.
    2012 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2012,